Yuda Song | DeepAI

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Featured Co-authors

Mengdi Wang
91 publications
Akshay Krishnamurthy
75 publications
Aarti Singh
71 publications
Yang Zhou
62 publications
Alekh Agarwal
61 publications
Chi Jin
61 publications
Wen Sun
60 publications
J Andrew Bagnell
43 publications
Masatoshi Uehara
38 publications
Sanjiban Choudhury
31 publications
Xuezhou Zhang
28 publications

∙ 03/01/2023

The Virtues of Laziness in Model-based RL: A Unified Objective and Algorithms

We propose a novel approach to addressing two fundamental challenges in ...

0 Anirudh Vemula, et al. ∙

∙ 11/10/2022

ClassPruning: Speed Up Image Restoration Networks by Dynamic N:M Pruning

Image restoration tasks have achieved tremendous performance improvement...

0 Yang Zhou, et al. ∙

∙ 10/30/2022

Representation Learning for General-sum Low-rank Markov Games

We study multi-agent general-sum Markov games with nonlinear function ap...

0 Chengzhuo Ni, et al. ∙

∙ 10/13/2022

Hybrid RL: Using Both Offline and Online Data Can Make RL Efficient

We consider a hybrid reinforcement learning setting (Hybrid RL), in whic...

20 Yuda Song, et al. ∙

∙ 09/23/2022

Modular Degradation Simulation and Restoration for Under-Display Camera

Under-display camera (UDC) provides an elegant solution for full-screen ...

2 Yang Zhou, et al. ∙

∙ 09/23/2022

Rethinking Performance Gains in Image Dehazing Networks

Image dehazing is an active topic in low-level vision, and many image de...

10 Yuda Song, et al. ∙

∙ 05/29/2022

Provable Benefits of Representational Transfer in Reinforcement Learning

We study the problem of representational transfer in RL, where an agent ...

7 Alekh Agarwal, et al. ∙

∙ 04/08/2022

Vision Transformers for Single Image Dehazing

Image dehazing is a representative low-level vision task that estimates ...

9 Yuda Song, et al. ∙

∙ 03/15/2022

Multi-Curve Translator for Real-Time High-Resolution Image-to-Image Translation

The dominant image-to-image translation methods are based on fully convo...

3 Yuda Song, et al. ∙

∙ 01/31/2022

Efficient Reinforcement Learning in Block MDPs: A Model-free Representation Learning Approach

We present BRIEE (Block-structured Representation learning with Interlea...

10 Xuezhou Zhang, et al. ∙

∙ 07/27/2021

StarEnhancer: Learning Real-Time and Style-Aware Image Enhancement

Image enhancement is a subjective process whose targets vary with user p...

2 Yuda Song, et al. ∙

∙ 07/15/2021

PC-MLP: Model-based Reinforcement Learning with Policy Cover Guided Exploration

Model-based Reinforcement Learning (RL) is a popular learning paradigm d...

7 Yuda Song, et al. ∙

∙ 06/14/2020

Provably Efficient Model-based Policy Adaptation

The high sample complexity of reinforcement learning challenges its use ...

7 Yuda Song, et al. ∙

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